Federated Class-Incremental Learning on TinyImageNet first 10 tasks 35
70Performance @ 10%DDE + iCaRL + FL
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DDE + iCaRL + FLIncremental tasks=20, Framework=Federated Learning2022.03 | 70 | 59.3 | 53.3 | 51 | 48.3 | 45.7 | 42.3 | 40 | 38 | 36.3 | 48.4 | 6.5 | |
| PODNet + FLIncremental tasks=20, Framework=Federated Learning2022.03 | 69 | 59.3 | 55 | 51.7 | 50 | 46.7 | 43.7 | 41 | 39.3 | 38 | 49.4 | 5.5 | |
| GLFCIncremental tasks=20, Framework=Federated Learning2022.03 | 68.7 | 63.3 | 61.7 | 57.3 | 56 | 53 | 50.3 | 47.7 | 46.3 | 45 | 54.9 | 0 | |
| GLFC-w/oCRDIncremental tasks=20, Framework=Federated Learning, Variant=without CRD2022.03 | 68 | 60 | 53 | 47.3 | 42 | 39 | 37.3 | 35.3 | 33.7 | 32 | 44.8 | 10.1 | |
| GLFC-w/oCGCIncremental tasks=20, Framework=Federated Learning, Variant=without CGC2022.03 | 67.7 | 60.3 | 57.7 | 55 | 51 | 49 | 48 | 45.7 | 44.3 | 42 | 52.1 | 2.8 | |
| BiC + FLIncremental tasks=20, Framework=Federated Learning2022.03 | 67.3 | 59.7 | 54.7 | 50 | 48.3 | 45.3 | 43 | 40.7 | 38 | 33.7 | 48.1 | 6.8 | |
| GLFC-w/oPRCIncremental tasks=20, Framework=Federated Learning, Variant=without PRC2022.03 | 67.3 | 59.7 | 55 | 51.3 | 50.7 | 48 | 46.3 | 43.3 | 41.7 | 40.3 | 50.3 | 4.6 | |
| iCaRL + FLIncremental tasks=20, Framework=Federated Learning2022.03 | 67 | 59.3 | 54 | 48.3 | 46.7 | 44.7 | 43.3 | 39 | 37.3 | 33 | 47.3 | 7.6 | |
| SS-IL + FLIncremental tasks=20, Framework=Federated Learning2022.03 | 66.7 | 54 | 47.7 | 45.3 | 42.3 | 42 | 40.7 | 38 | 36 | 34.3 | 44.7 | 10.2 | |
| GeoDL + iCaRL + FLIncremental tasks=20, Framework=Federated Learning2022.03 | 66.3 | 56.7 | 51 | 49.7 | 44.7 | 42.3 | 41 | 39 | 37.3 | 35 | 46.3 | 8.6 |